LanternOpsEngineering firmsManaged AI Teams
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§ 0For engineering firms

Keep RFQs, field notes, and submittals in sync, without a person doing it by hand.

Project information lives in inboxes, field notebooks, PDFs, and three project systems that never agree. A supervised AI Team can keep them aligned and prepare the documents, while your engineers stay accountable for the technical calls.

Disciplines we serve

01
§ 1The hidden pain

Today, a person is the glue between every system.

The real work of your firm scatters across inboxes, files, and systems that never agree. Someone holds it together by hand, copying, chasing, and retyping, instead of doing the work you bill for.

  1. RFQ intake
  2. Field notes
  3. Submittals & RFIs
  4. Document packets
  5. Project status
  6. Client correspondence
02
§ 2The managed role

One supervised role, designed for your workflow.

Project managers get aligned systems and ready-to-review packets, instead of chasing scattered information.

Fig. 2 — The Agent Card · Project CoordinatorReports to: Project manager
ToolsEmail · Project system · Document store
OutputsLogged RFQ with owner · Draft submittal packet · Synced project status
Permissions
  • Read project inbox Allow
  • Draft submittal packet Draft
  • Update project record Gate · human
  • Issue stamped deliverable Never
Edit rate8%
Review cadenceWeekly review
Every sensitive action stops at a human. AI prepares the work. Your professionals decide. Edit rate is the share of AI-prepared work your reviewers change before approving.
§ 3Where AI belongs

Safety draws the line.

  • Logging incoming RFQs and routing them to the right lead
  • Turning field notes and photos into structured project updates
  • Assembling submittal and RFI packets from templates
  • Drafting status updates and keeping project systems in sync
How we keep it safe →
§ 3.1Where it does not

These stay human. The AI Team never crosses them, no matter how routine the request looks.

  • Stamping or approving engineering work
  • Making design or compliance decisions
  • Sending deliverables to a client without a PM signing off
04
§ 4The outcome

Your people review complete work, instead of assembling it.

Project managers get aligned systems and ready-to-review packets, instead of chasing scattered information.

Before

A person stitches together rfq intake, field notes, submittals & rfis, and chases the rest by hand.

After

The Project Coordinator prepares it under permission and review. Your project manager approves, and the record is logged.

How we design the team →

05
§ 5Other firms we work with

We start with your real work.

§ 6The first step

Start with one workflow
in your firm.

A three-week pilot sprint proves where an AI Team fits, safely, before you scale it.